{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = np.linspace(0, 10, 1000)\n",
    "plt.plot(x, np.sin(x));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<pyolite.display.Image object at 0x254e300>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Matplotlib: support for widgets backend"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%pip install -q ipympl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib widget"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = np.linspace(0, 10, 1000)\n",
    "plt.plot(x, np.sin(x))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python (Pyodide)",
   "language": "python",
   "name": "python"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "python",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8"
  },
  "orig_nbformat": 4,
  "toc-showcode": false
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
